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Assigning UAT Keywords to Astronomy Literature in Science Explorer

Bartlett, Jennifer

Abstract

To improve the findability and relevance of astronomy papers indexed in the Science Explorer (SciX), we are experimenting with machine-learning methods that assign keywords from the Unified Astronomy Thesaurus (UAT). The UAT supplies journal keywords for the American Astronomical Society (AAS), Publications of the Astronomical Society of the Pacific (PASP), and Icarus. However, from the earliest papers in SciX, no single system has served the astronomical community across all its journals. As a Simple Knowledge Organization System (SKOS) controlled vocabulary, the UAT can combine alternative terms and link related concepts within astronomy, heliophysics, and planetary science. It can also promote cross-disciplinary discovery by connecting to similar concepts in thesauri of other scientific disciplines. As a community-contributed, open-source resource liberally licensed by the AAS, the UAT continuously adapts to scientific advances. Keyword AI Labeler At Scix (KAILAS) is a version of the NASA Indus model fine-tuned on over 18,000 astronomy papers with author-assigned UAT keywords. We selected the training text consistent with all applicable publisher agreements. SciX abstract view includes current assignments as we continue to improve them based on community feedback. At the request of NASA, the Astrophysics Data System (ADS) is expanding to serve heliophysics, planetary science, and earth science. SciX is the new multidisciplinary digital library based on ADS.

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Assigning UAT Keywords to Astronomy Literature in Science Explorer Jennifer Lynn Bartlett, Felix Grezes, Kelly Lockhart & the Working Group on the UAT [email protected] felix.gr[email protected]u [email protected] LISA 10, 03 November 2025 This presentation is openly licensed via CC BY 4.0. ADS for All NASA Science •Astrophysics •Planetary Science •Heliophysics •Earth Science •NASA-funded research in Biological and Physical Sciences www.scixplorer.org What is the UAT? ●Simple Knowledge Organization System (SKOS) ontology for astronomy ○Combines and expands earlier systems, including IAU thesaurus (1993) ○Owned and freely licensed by the American Astronomical Society (AAS) ○Open, community-contributed resource ○Primarily astronomy concepts, increasing heliophysics & planetary science content ●Keyword system for ○AAS journals ○Publications of the Astronomical Society of the Pacific (PASP) ○Icarus ○International Virtual Observatory Alliance (IVOA) ○Space Telescope Science Institute (STScI) ○Strasbourg astronomical Data Center (CDS) https://astrothesaurus.org/ https://github.com/astrothesaurus/UAT UAT Example Intergalactic medium https://astrothesaurus.org/uat/813 Broader Concepts: Extragalactic astronomy Narrower Concepts: Missing mass Quasar absorption line spectroscopy Dark matter Intergalactic clouds Intergalactic filaments Intergalactic gas Intergalactic medium phases Voids Related Concepts: Astrophysical dust processes Intracluster medium Alternate Terms: IGM Intergalactic matter Definition: The matter or environment between the galaxies of a cluster. -An Etymological Dictionary of Astronomy and Astrophysics, by M. Heydari-Malayeri UAT at a Crossroads Wolbach Library closing in March 2024 eliminated part-time UAT curator ●previously supported by CfA ●SciX absorbed some technical support responsibilities ●AAS reorganized management of project ●SciX & AAS funded temporary curation contract for knowledge transfer AAS Working Group on the UAT 5 years to initiate strategic plan for thesaurus ●Released v. 5.1 summer 2024 ●Anticipated v. 6.0 Dec. 2025, expanding heliophysics coverage ●Looking ahead 2026, further development of planetary science ●Investigating alternative curation models ●Modernizing technology infrastructure ●Seeking additional funding sources Daniel Chivvis, member Jennifer Lynn Bartlett, vice chair Nominations open! https://aas.org/comms/working-group-unified-astronomy-thesaurus-wguat UAT for Enhanced Discoverability ●Potential to be single keyword system for space sciences regardless of media ○Consistent, controlled vocabulary for searching ○Describes literature, datasets, and software ○Relates concepts to one another in hierarchy for exploration ●Potential to connect to other ontologies for cross-disciplinary search ●SciX (ADS) has promoted UAT use since 2013 ○Goal: assign UAT keywords to all astronomy articles, including older pre-UAT articles, articles in journals that have not adopted the system, and articles whose authors are parsimonious ○Supplement, not supplant, existing keywords ○Keyword AI Labeler At Scix (KAILAS) is developmental AI algorithm KAILAS: Keyword AI Labeler At Scix KAILAS automatically assigns UAT keywords to astronomy papers. ●KAILAS is a RoBERTa-based model trained on the full text of ~425,00 astronomy papers (3+ million tokens) in our database that have been tagged by authors/publishers with UAT keywords ●The trained model, as well as future improvements, are publicly available: huggingface.co/adsabs/KAILAS ●A version of the dataset with only titles and abstract is publicly available for academic research: huggingface.co/datasets/adsabs/SciX_UAT_keywords ●Development follows publisher agreements mount Kailas[h] from the Himalayas KAILAS: Assessment Process Input TITLE: Ultrafast Variability in AGN Jets: Intermittency and Lighthouse Effect ABSTRACT: Gamma-ray flares from active galactic nuclei (AGNs) show substantial variability on ultrafast timescales (i.e., shorter than the light-crossing time of the AGN's supermassive black hole). We propose that ultrafast variability is a by-product of the turbulent dissipation of the jet Poynting flux. Due to the intermittency of the turbulent cascade, the dissipation is concentrated in a set of reconnecting current sheets. Electrons energized by reconnection have a strong pitch-angle anisotropy, i.e., their velocity is [...] Output KAILAS ASSIGNED KEYWORDS: blazars active galactic nuclei jets relativistic jets plasma astrophysics high energy astrophysics magnetic fields Compare AUTHOR ASSIGNED KEYWORDS: gamma-rays blazars galaxy jets V1 example Questions? AI generated